{"id":"W2120869315","doi":"10.2527/jas.2008-1313","title":"Recent advances in modeling nutrient utilization in ruminants1","year":2008,"lang":"en","type":"review","venue":"Journal of Animal Science","topic":"Ruminant Nutrition and Digestive Physiology","field":"Agricultural and Biological Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Manitoba","funders":"","keywords":"Rumen; Ruminant; Fermentation; Acidosis; Nutrient; Methanogenesis; Animal science; Biology; Food science; Chemistry; Biochemistry; Agronomy; Methane; Ecology; Endocrinology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005642842,0.0001809439,0.0007734273,0.0001846646,0.0001078102,0.00003229646,0.0005363144,0.0001097998,0.0000316031],"category_scores_gemma":[0.000238102,0.00006659137,0.0001572431,0.002156835,0.0001931094,0.000606284,0.00007621649,0.0003110292,0.000006708592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002064211,"about_ca_system_score_gemma":0.0001661776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007177141,"about_ca_topic_score_gemma":0.00004412042,"domain_scores_codex":[0.9980118,0.0001187242,0.0008360425,0.0002883897,0.0004060974,0.0003389728],"domain_scores_gemma":[0.9989898,0.000117027,0.0005403659,0.00003502704,0.0002063673,0.0001114324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004506868,0.0001880449,0.00006229536,0.00008855,8.154966e-7,0.00004258742,0.00001927012,0.00002037084,0.0008662876,0.000163782,0.00001759572,0.9984853],"study_design_scores_gemma":[0.0001395126,0.0007888366,0.001181715,0.004306121,0.000008018831,0.0002457918,0.00009738659,0.0003066818,0.00003319155,0.0003006588,0.9923835,0.0002086045],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0240047,0.975348,0.000003664831,0.00008860451,0.0001584238,0.0001695752,0.000005330613,0.000003720079,0.0002180084],"genre_scores_gemma":[0.01279097,0.9870108,0.00003888638,0.00001988996,0.0001276359,0.000004096329,0.000004050375,8.495282e-7,0.000002832526],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9982767,"threshold_uncertainty_score":0.2715517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1241728967459323,"score_gpt":0.3543499059099218,"score_spread":0.2301770091639895,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}